Model Deployment with CI/CD

This repository contains a sample project demonstrating how to build a CI pipeline. The project structure is explained below (refer to src):

• main.py: This contains the api endpoints
• test_api.py: This has unit tests for api endpoints
• train_model.py: This produces serialized model and encoders
• test_model_train.py: This contains unit tests for train_model.py

Data and model artifacts are version controlled using dvc. s3 is used as artifact store.

Github workflow is used for Continuous Integration

Heroku is used for Continuous Deployment

Link to Api

Important docs:

1. Slice_output.txt
2. Model_card
3. CI passing
4. Example docs
5. Continous deployment
6. Live post
7. Live get